{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "linked_node_dic_df = pd.read_csv('linked_node_dic_df.csv', sep='\\t')\n",
    "# dic指明实体有多少相邻节点\n",
    "entity_link_count = linked_node_dic_df['original_entity'].value_counts().to_dict()\n",
    "# 相邻节点字典\n",
    "linke_dic = linked_node_dic_df.groupby('original_entity')['linked_entities'].agg(list).to_dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " 'Q141690': ['Q100', 'Q30', 'Q49', 'Q3413329', 'Q141690'],\n",
       " 'Q14169302': ['Q30', 'Q14169302'],\n",
       " 'Q1417461': ['Q11466', 'Q1417461'],\n",
       " 'Q1419151': ['Q1299', 'Q1203', 'Q2599', 'Q1860', 'Q1419151'],\n",
       " 'Q1419248': ['Q163132', 'Q30', 'Q4830453', 'Q242345', 'Q13677', 'Q1419248'],\n",
       " ...}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "linke_dic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('./entity_in_emb_file.pickle', 'rb') as file:\n",
    "    entity_in_emb_file = pickle.load(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算 训练集各新闻包含 entity数\n",
    "with open('../MIND-200k/train/news.tsv', \"r\", encoding=\"utf-8\") as file:\n",
    "    lines = file.readlines()\n",
    "data = []\n",
    "for line in lines:\n",
    "    parts = line.strip().split('\\t')\n",
    "    news_id = parts[0]\n",
    "    title_entity = parts[-2]\n",
    "    abstract_entity = parts[-1]\n",
    "    # 获得新闻中的实体\n",
    "    title_entity_id = [item[\"WikidataId\"] for item in eval(title_entity) ]\n",
    "    abstract_entity_id = [item[\"WikidataId\"] for item in eval(abstract_entity) ]\n",
    "    news_entity_id  = title_entity_id + abstract_entity_id\n",
    "    news_entity_id_count = len(news_entity_id)\n",
    "\n",
    "    link_entity = set(news_entity_id)\n",
    "    # source entity也不一定有emb，也要筛选一下\n",
    "    for source_entity in news_entity_id:\n",
    "        if source_entity in linke_dic:\n",
    "            link_entity = link_entity.union(linke_dic[source_entity])\n",
    "    # 确保有emb\n",
    "    link_entity = link_entity.intersection(entity_in_emb_file)\n",
    "    link_entity = list(link_entity)\n",
    "    link_entity_count = len(link_entity)\n",
    "\n",
    "    data.append([news_id, news_entity_id, news_entity_id_count, link_entity, link_entity_count])\n",
    "    \n",
    "linked_relation_in_train_news = pd.DataFrame(data, columns=[\"news_id\", \"news_entity_id\", \"news_entity_id_count\", 'link_entity_id', 'link_entity_count'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>news_id</th>\n",
       "      <th>news_entity_id</th>\n",
       "      <th>news_entity_id_count</th>\n",
       "      <th>link_entity_id</th>\n",
       "      <th>link_entity_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>N88753</td>\n",
       "      <td>[Q80976, Q43274, Q9682]</td>\n",
       "      <td>3</td>\n",
       "      <td>[Q153330, Q151754, Q80976, Q34433, Q154920, Q4...</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>N23144</td>\n",
       "      <td>[Q193583, Q193583]</td>\n",
       "      <td>2</td>\n",
       "      <td>[Q193583]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>N86255</td>\n",
       "      <td>[Q622899]</td>\n",
       "      <td>1</td>\n",
       "      <td>[Q622899, Q107126, Q30, Q9588, Q1553390]</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>N93187</td>\n",
       "      <td>[Q212]</td>\n",
       "      <td>1</td>\n",
       "      <td>[Q212]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>N75236</td>\n",
       "      <td>[Q155223]</td>\n",
       "      <td>1</td>\n",
       "      <td>[Q155223]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75770</th>\n",
       "      <td>N114875</td>\n",
       "      <td>[Q192081, Q20551945, Q30229860, Q371775, Q1928...</td>\n",
       "      <td>7</td>\n",
       "      <td>[Q1317534, Q1874, Q203008, Q41466, Q207980, Q8...</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75771</th>\n",
       "      <td>N115249</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75772</th>\n",
       "      <td>N64337</td>\n",
       "      <td>[Q39709, Q39709]</td>\n",
       "      <td>2</td>\n",
       "      <td>[Q39709]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75773</th>\n",
       "      <td>N100102</td>\n",
       "      <td>[Q577698, Q632511]</td>\n",
       "      <td>2</td>\n",
       "      <td>[Q632511, Q4685084, Q577698, Q4965230, Q476028...</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75774</th>\n",
       "      <td>N74617</td>\n",
       "      <td>[Q1357550]</td>\n",
       "      <td>1</td>\n",
       "      <td>[Q1357550, Q3231690, Q6742]</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>75775 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       news_id                                     news_entity_id  \\\n",
       "0       N88753                            [Q80976, Q43274, Q9682]   \n",
       "1       N23144                                 [Q193583, Q193583]   \n",
       "2       N86255                                          [Q622899]   \n",
       "3       N93187                                             [Q212]   \n",
       "4       N75236                                          [Q155223]   \n",
       "...        ...                                                ...   \n",
       "75770  N114875  [Q192081, Q20551945, Q30229860, Q371775, Q1928...   \n",
       "75771  N115249                                                 []   \n",
       "75772   N64337                                   [Q39709, Q39709]   \n",
       "75773  N100102                                 [Q577698, Q632511]   \n",
       "75774   N74617                                         [Q1357550]   \n",
       "\n",
       "       news_entity_id_count  \\\n",
       "0                         3   \n",
       "1                         2   \n",
       "2                         1   \n",
       "3                         1   \n",
       "4                         1   \n",
       "...                     ...   \n",
       "75770                     7   \n",
       "75771                     0   \n",
       "75772                     2   \n",
       "75773                     2   \n",
       "75774                     1   \n",
       "\n",
       "                                          link_entity_id  link_entity_count  \n",
       "0      [Q153330, Q151754, Q80976, Q34433, Q154920, Q4...                 16  \n",
       "1                                              [Q193583]                  1  \n",
       "2               [Q622899, Q107126, Q30, Q9588, Q1553390]                  5  \n",
       "3                                                 [Q212]                  1  \n",
       "4                                              [Q155223]                  1  \n",
       "...                                                  ...                ...  \n",
       "75770  [Q1317534, Q1874, Q203008, Q41466, Q207980, Q8...                 23  \n",
       "75771                                                 []                  0  \n",
       "75772                                           [Q39709]                  1  \n",
       "75773  [Q632511, Q4685084, Q577698, Q4965230, Q476028...                 12  \n",
       "75774                        [Q1357550, Q3231690, Q6742]                  3  \n",
       "\n",
       "[75775 rows x 5 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "linked_relation_in_train_news"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算 dev集各新闻包含 entity数\n",
    "with open('../MIND-200k/dev/news.tsv', \"r\", encoding=\"utf-8\") as file:\n",
    "    lines = file.readlines()\n",
    "data = []\n",
    "for line in lines:\n",
    "    parts = line.strip().split('\\t')\n",
    "    news_id = parts[0]\n",
    "    title_entity = parts[-2]\n",
    "    abstract_entity = parts[-1]\n",
    "    # 获得新闻中的实体\n",
    "    title_entity_id = [item[\"WikidataId\"] for item in eval(title_entity) ]\n",
    "    abstract_entity_id = [item[\"WikidataId\"] for item in eval(abstract_entity) ]\n",
    "    news_entity_id  = title_entity_id + abstract_entity_id\n",
    "    news_entity_id_count = len(news_entity_id)\n",
    "\n",
    "    link_entity = set(news_entity_id)\n",
    "    for source_entity in news_entity_id:\n",
    "        if source_entity in linke_dic:\n",
    "            link_entity = link_entity.union(linke_dic[source_entity])\n",
    "    # 确保有emb\n",
    "    link_entity = link_entity.intersection(entity_in_emb_file)        \n",
    "    link_entity = list(link_entity)\n",
    "    link_entity_count = len(link_entity)\n",
    "\n",
    "    data.append([news_id, news_entity_id, news_entity_id_count, link_entity, link_entity_count])\n",
    "    \n",
    "linked_relation_in_dev_news = pd.DataFrame(data, columns=[\"news_id\", \"news_entity_id\", \"news_entity_id_count\", 'link_entity_id', 'link_entity_count'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>news_id</th>\n",
       "      <th>news_entity_id</th>\n",
       "      <th>news_entity_id_count</th>\n",
       "      <th>link_entity_id</th>\n",
       "      <th>link_entity_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>N23144</td>\n",
       "      <td>[Q193583, Q193583]</td>\n",
       "      <td>2</td>\n",
       "      <td>[Q193583]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>N86255</td>\n",
       "      <td>[Q622899]</td>\n",
       "      <td>1</td>\n",
       "      <td>[Q622899, Q107126, Q30, Q9588, Q1553390]</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>N93187</td>\n",
       "      <td>[Q212]</td>\n",
       "      <td>1</td>\n",
       "      <td>[Q212]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>N75236</td>\n",
       "      <td>[Q155223]</td>\n",
       "      <td>1</td>\n",
       "      <td>[Q155223]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>N99744</td>\n",
       "      <td>[Q3179593, Q3179593, Q171171, Q371820]</td>\n",
       "      <td>4</td>\n",
       "      <td>[Q60, Q30, Q3179593, Q171171, Q371820, Q1860]</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40398</th>\n",
       "      <td>N36266</td>\n",
       "      <td>[Q633, Q633, Q15133865]</td>\n",
       "      <td>3</td>\n",
       "      <td>[Q633, Q15133865, Q846570]</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40399</th>\n",
       "      <td>N31741</td>\n",
       "      <td>[Q327496]</td>\n",
       "      <td>1</td>\n",
       "      <td>[Q327496]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40400</th>\n",
       "      <td>N71674</td>\n",
       "      <td>[Q51552, Q51552, Q7777510, Q142348]</td>\n",
       "      <td>4</td>\n",
       "      <td>[Q36, Q142, Q11635, Q142348, Q90, Q102427, Q18...</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40401</th>\n",
       "      <td>N124635</td>\n",
       "      <td>[Q41148, Q515161, Q642878]</td>\n",
       "      <td>3</td>\n",
       "      <td>[Q5901134, Q7414, Q23781155, Q5887360, Q226658...</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40402</th>\n",
       "      <td>N57903</td>\n",
       "      <td>[Q1509, Q7700055, Q3298359, Q55715275]</td>\n",
       "      <td>4</td>\n",
       "      <td>[Q55715275, Q1509, Q3298359, Q7700055]</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40403 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       news_id                          news_entity_id  news_entity_id_count  \\\n",
       "0       N23144                      [Q193583, Q193583]                     2   \n",
       "1       N86255                               [Q622899]                     1   \n",
       "2       N93187                                  [Q212]                     1   \n",
       "3       N75236                               [Q155223]                     1   \n",
       "4       N99744  [Q3179593, Q3179593, Q171171, Q371820]                     4   \n",
       "...        ...                                     ...                   ...   \n",
       "40398   N36266                 [Q633, Q633, Q15133865]                     3   \n",
       "40399   N31741                               [Q327496]                     1   \n",
       "40400   N71674     [Q51552, Q51552, Q7777510, Q142348]                     4   \n",
       "40401  N124635              [Q41148, Q515161, Q642878]                     3   \n",
       "40402   N57903  [Q1509, Q7700055, Q3298359, Q55715275]                     4   \n",
       "\n",
       "                                          link_entity_id  link_entity_count  \n",
       "0                                              [Q193583]                  1  \n",
       "1               [Q622899, Q107126, Q30, Q9588, Q1553390]                  5  \n",
       "2                                                 [Q212]                  1  \n",
       "3                                              [Q155223]                  1  \n",
       "4          [Q60, Q30, Q3179593, Q171171, Q371820, Q1860]                  6  \n",
       "...                                                  ...                ...  \n",
       "40398                         [Q633, Q15133865, Q846570]                  3  \n",
       "40399                                          [Q327496]                  1  \n",
       "40400  [Q36, Q142, Q11635, Q142348, Q90, Q102427, Q18...                 11  \n",
       "40401  [Q5901134, Q7414, Q23781155, Q5887360, Q226658...                 17  \n",
       "40402             [Q55715275, Q1509, Q3298359, Q7700055]                  4  \n",
       "\n",
       "[40403 rows x 5 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "linked_relation_in_dev_news"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算 dev集各新闻包含 entity数\n",
    "with open('../MIND-200k/test/news.tsv', \"r\", encoding=\"utf-8\") as file:\n",
    "    lines = file.readlines()\n",
    "data = []\n",
    "for line in lines:\n",
    "    parts = line.strip().split('\\t')\n",
    "    news_id = parts[0]\n",
    "    title_entity = parts[-2]\n",
    "    abstract_entity = parts[-1]\n",
    "    # 获得新闻中的实体\n",
    "    title_entity_id = [item[\"WikidataId\"] for item in eval(title_entity) ]\n",
    "    abstract_entity_id = [item[\"WikidataId\"] for item in eval(abstract_entity) ]\n",
    "    news_entity_id  = title_entity_id + abstract_entity_id\n",
    "    news_entity_id_count = len(news_entity_id)\n",
    "\n",
    "    link_entity = set(news_entity_id)\n",
    "    for source_entity in news_entity_id:\n",
    "        if source_entity in linke_dic:\n",
    "            link_entity = link_entity.union(linke_dic[source_entity])\n",
    "    # 确保有emb\n",
    "    link_entity = link_entity.intersection(entity_in_emb_file)    \n",
    "    link_entity = list(link_entity)\n",
    "    link_entity_count = len(link_entity)\n",
    "\n",
    "    data.append([news_id, news_entity_id, news_entity_id_count, link_entity, link_entity_count])\n",
    "    \n",
    "linked_relation_in_test_news = pd.DataFrame(data, columns=[\"news_id\", \"news_entity_id\", \"news_entity_id_count\", 'link_entity_id', 'link_entity_count'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>news_id</th>\n",
       "      <th>news_entity_id</th>\n",
       "      <th>news_entity_id_count</th>\n",
       "      <th>link_entity_id</th>\n",
       "      <th>link_entity_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>N93187</td>\n",
       "      <td>[Q212]</td>\n",
       "      <td>1</td>\n",
       "      <td>[Q212]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>N75236</td>\n",
       "      <td>[Q155223]</td>\n",
       "      <td>1</td>\n",
       "      <td>[Q155223]</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>N99744</td>\n",
       "      <td>[Q3179593, Q3179593, Q171171, Q371820]</td>\n",
       "      <td>4</td>\n",
       "      <td>[Q60, Q30, Q3179593, Q171171, Q371820, Q1860]</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>N124534</td>\n",
       "      <td>[Q1215884, Q1215884]</td>\n",
       "      <td>2</td>\n",
       "      <td>[Q41323, Q5870004, Q191615, Q319007, Q1215884,...</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>N51947</td>\n",
       "      <td>[Q1406, Q94]</td>\n",
       "      <td>2</td>\n",
       "      <td>[Q94, Q1406]</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40777</th>\n",
       "      <td>N71674</td>\n",
       "      <td>[Q51552, Q51552, Q7777510, Q142348]</td>\n",
       "      <td>4</td>\n",
       "      <td>[Q36, Q142, Q11635, Q142348, Q90, Q102427, Q18...</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40778</th>\n",
       "      <td>N124635</td>\n",
       "      <td>[Q41148, Q515161, Q642878]</td>\n",
       "      <td>3</td>\n",
       "      <td>[Q5901134, Q7414, Q23781155, Q5887360, Q226658...</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40779</th>\n",
       "      <td>N99177</td>\n",
       "      <td>[Q3304418, Q10479, Q1770490]</td>\n",
       "      <td>3</td>\n",
       "      <td>[Q10479, Q3304418, Q1770490, Q145, Q27631]</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40780</th>\n",
       "      <td>N97143</td>\n",
       "      <td>[Q169946, Q5111202]</td>\n",
       "      <td>2</td>\n",
       "      <td>[Q169946, Q5111202]</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40781</th>\n",
       "      <td>N57903</td>\n",
       "      <td>[Q1509, Q7700055, Q3298359, Q55715275]</td>\n",
       "      <td>4</td>\n",
       "      <td>[Q55715275, Q1509, Q3298359, Q7700055]</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40782 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       news_id                          news_entity_id  news_entity_id_count  \\\n",
       "0       N93187                                  [Q212]                     1   \n",
       "1       N75236                               [Q155223]                     1   \n",
       "2       N99744  [Q3179593, Q3179593, Q171171, Q371820]                     4   \n",
       "3      N124534                    [Q1215884, Q1215884]                     2   \n",
       "4       N51947                            [Q1406, Q94]                     2   \n",
       "...        ...                                     ...                   ...   \n",
       "40777   N71674     [Q51552, Q51552, Q7777510, Q142348]                     4   \n",
       "40778  N124635              [Q41148, Q515161, Q642878]                     3   \n",
       "40779   N99177            [Q3304418, Q10479, Q1770490]                     3   \n",
       "40780   N97143                     [Q169946, Q5111202]                     2   \n",
       "40781   N57903  [Q1509, Q7700055, Q3298359, Q55715275]                     4   \n",
       "\n",
       "                                          link_entity_id  link_entity_count  \n",
       "0                                                 [Q212]                  1  \n",
       "1                                              [Q155223]                  1  \n",
       "2          [Q60, Q30, Q3179593, Q171171, Q371820, Q1860]                  6  \n",
       "3      [Q41323, Q5870004, Q191615, Q319007, Q1215884,...                  7  \n",
       "4                                           [Q94, Q1406]                  2  \n",
       "...                                                  ...                ...  \n",
       "40777  [Q36, Q142, Q11635, Q142348, Q90, Q102427, Q18...                 11  \n",
       "40778  [Q5901134, Q7414, Q23781155, Q5887360, Q226658...                 17  \n",
       "40779         [Q10479, Q3304418, Q1770490, Q145, Q27631]                  5  \n",
       "40780                                [Q169946, Q5111202]                  2  \n",
       "40781             [Q55715275, Q1509, Q3298359, Q7700055]                  4  \n",
       "\n",
       "[40782 rows x 5 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "linked_relation_in_test_news"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "result_df = pd.concat([linked_relation_in_train_news, linked_relation_in_dev_news, linked_relation_in_test_news], ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "result_df = result_df.drop_duplicates(subset='news_id', keep='first')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>news_id</th>\n",
       "      <th>news_entity_id</th>\n",
       "      <th>news_entity_id_count</th>\n",
       "      <th>link_entity_id</th>\n",
       "      <th>link_entity_count</th>\n",
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       "    <tr>\n",
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       "      <th>156758</th>\n",
       "      <td>N19801</td>\n",
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       "      <td>0</td>\n",
       "      <td>[]</td>\n",
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       "  </tbody>\n",
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       "<p>78442 rows × 5 columns</p>\n",
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      "text/plain": [
       "        news_id              news_entity_id  news_entity_id_count  \\\n",
       "0        N88753     [Q80976, Q43274, Q9682]                     3   \n",
       "1        N23144          [Q193583, Q193583]                     2   \n",
       "2        N86255                   [Q622899]                     1   \n",
       "3        N93187                      [Q212]                     1   \n",
       "4        N75236                   [Q155223]                     1   \n",
       "...         ...                         ...                   ...   \n",
       "155923  N130200                          []                     0   \n",
       "156242   N11927                          []                     0   \n",
       "156500  N127497  [Q2492612, Q94689, Q94689]                     3   \n",
       "156703    N1106                  [Q2954009]                     1   \n",
       "156758   N19801                          []                     0   \n",
       "\n",
       "                                           link_entity_id  link_entity_count  \n",
       "0       [Q153330, Q151754, Q80976, Q34433, Q154920, Q4...                 16  \n",
       "1                                               [Q193583]                  1  \n",
       "2                [Q622899, Q107126, Q30, Q9588, Q1553390]                  5  \n",
       "3                                                  [Q212]                  1  \n",
       "4                                               [Q155223]                  1  \n",
       "...                                                   ...                ...  \n",
       "155923                                                 []                  0  \n",
       "156242                                                 []                  0  \n",
       "156500   [Q94689, Q2492612, Q30, Q34442, Q1397, Q4955209]                  6  \n",
       "156703                         [Q145, Q1079023, Q2954009]                  3  \n",
       "156758                                                 []                  0  \n",
       "\n",
       "[78442 rows x 5 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "link_entuty_dic = result_df.set_index('news_id')['link_entity_id'].to_dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
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       "  'Q156377',\n",
       "  'Q38',\n",
       "  'Q8663',\n",
       "  'Q5785',\n",
       "  'Q11201',\n",
       "  'Q750',\n",
       "  'Q797',\n",
       "  'Q11268',\n",
       "  'Q6279',\n",
       "  'Q77',\n",
       "  'Q1020',\n",
       "  'Q664',\n",
       "  'Q108503',\n",
       "  'Q11703',\n",
       "  'Q399',\n",
       "  'Q970',\n",
       "  'Q828',\n",
       "  'Q43653',\n",
       "  'Q271613',\n",
       "  'Q1860',\n",
       "  'Q2629503',\n",
       "  'Q3084210',\n",
       "  'Q1039',\n",
       "  'Q196627',\n",
       "  'Q1207',\n",
       "  'Q109690'],\n",
       " 'N97753': ['Q8646'],\n",
       " 'N110217': [],\n",
       " ...}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "link_entuty_dic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('link_entuty_dic.pkl', 'wb') as file:\n",
    "    pickle.dump(link_entuty_dic, file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('link_entuty_dic.pkl', 'rb') as file:\n",
    "    my_dict = pickle.load(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('./link_entity_dic.pkl', 'rb') as file:\n",
    "    link_entity_dic = pickle.load(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
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  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
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     "data": {
      "text/plain": [
       "78442"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
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